diff --git a/pkg/query-service/app/clickhouseReader/reader.go b/pkg/query-service/app/clickhouseReader/reader.go
index 2478a287ae..c8377fa43c 100644
--- a/pkg/query-service/app/clickhouseReader/reader.go
+++ b/pkg/query-service/app/clickhouseReader/reader.go
@@ -5113,7 +5113,14 @@ WHERE metric_name = ?;`, signozMetricDBName, signozTSTableNameV41Week)
 	return timeSeriesCount, nil
 }
 
-func (r *ClickHouseReader) GetAttributesForMetricName(ctx context.Context, metricName string, start, end *int64) (*[]metrics_explorer.Attribute, *model.ApiError) {
+func (r *ClickHouseReader) GetAttributesForMetricName(ctx context.Context, metricName string, start, end *int64, filters *v3.FilterSet) (*[]metrics_explorer.Attribute, *model.ApiError) {
+	whereClause := ""
+	if filters != nil {
+		conditions, _ := utils.BuildFilterConditions(filters, "t")
+		if conditions != nil {
+			whereClause = "AND " + strings.Join(conditions, " AND ")
+		}
+	}
 	const baseQueryTemplate = `
 SELECT 
     kv.1 AS key,
@@ -5121,7 +5128,7 @@ SELECT
     length(groupUniqArray(10000)(kv.2)) AS valueCount
 FROM %s.%s
 ARRAY JOIN arrayFilter(x -> NOT startsWith(x.1, '__'), JSONExtractKeysAndValuesRaw(labels)) AS kv
-WHERE metric_name = ? AND __normalized=true`
+WHERE metric_name = ? AND __normalized=true %s`
 
 	var args []interface{}
 	args = append(args, metricName)
@@ -5135,7 +5142,7 @@ WHERE metric_name = ? AND __normalized=true`
 		tableName = signozTSTableNameV41Week
 	}
 
-	query := fmt.Sprintf(baseQueryTemplate, signozMetricDBName, tableName)
+	query := fmt.Sprintf(baseQueryTemplate, signozMetricDBName, tableName, whereClause)
 
 	if start != nil && end != nil {
 		query += " AND unix_milli BETWEEN ? AND ?"
@@ -5958,6 +5965,13 @@ func (r *ClickHouseReader) GetInspectMetricsFingerprints(ctx context.Context, at
 		jsonExtracts = append(jsonExtracts, fmt.Sprintf("JSONExtractString(labels, '%s') AS %s", attr, keyAlias))
 		groupBys = append(groupBys, keyAlias)
 	}
+
+	conditions, _ := utils.BuildFilterConditions(&req.Filters, "")
+	whereClause := ""
+	if len(conditions) > 0 {
+		whereClause = "AND " + strings.Join(conditions, " AND ")
+	}
+
 	start, end, tsTable, _ := utils.WhichTSTableToUse(req.Start, req.End)
 	query := fmt.Sprintf(`
         SELECT 
@@ -5970,12 +5984,14 @@ FROM
     FROM %s.%s
     WHERE metric_name = ?
       AND unix_milli BETWEEN ? AND ?
+    %s
 )
 GROUP BY %s
 ORDER BY length(fingerprints) DESC, rand()
 LIMIT 40`, // added rand to get diff value every time we run this query
 		strings.Join(jsonExtracts, ", "),
 		signozMetricDBName, tsTable,
+		whereClause,
 		strings.Join(groupBys, ", "))
 	valueCtx := context.WithValue(ctx, "clickhouse_max_threads", constants.MetricsExplorerClickhouseThreads)
 	rows, err := r.db.Query(valueCtx, query,
@@ -5991,20 +6007,26 @@ LIMIT 40`, // added rand to get diff value every time we run this query
 	var fingerprints []string
 	for rows.Next() {
 		// Create dynamic scanning based on number of attributes
-		var fingerprintsList []string
+		var batch []string
 
-		if err := rows.Scan(&fingerprintsList); err != nil {
+		if err := rows.Scan(&batch); err != nil {
 			return nil, &model.ApiError{Typ: model.ErrorExec, Err: err}
 		}
 
-		if len(fingerprints) == 0 || len(fingerprints)+len(fingerprintsList) < 40 {
-			fingerprints = append(fingerprints, fingerprintsList...)
-		}
-
-		if len(fingerprints) > 40 {
+		remaining := 40 - len(fingerprints)
+		if remaining <= 0 {
 			break
 		}
 
+		// if this batch would overshoot, only take as many as we need
+		if len(batch) > remaining {
+			fingerprints = append(fingerprints, batch[:remaining]...)
+			break
+		}
+
+		// otherwise take the whole batch and keep going
+		fingerprints = append(fingerprints, batch...)
+
 	}
 
 	if err := rows.Err(); err != nil {
diff --git a/pkg/query-service/app/metricsexplorer/summary.go b/pkg/query-service/app/metricsexplorer/summary.go
index 8b19dfef63..e97643b3ac 100644
--- a/pkg/query-service/app/metricsexplorer/summary.go
+++ b/pkg/query-service/app/metricsexplorer/summary.go
@@ -147,7 +147,7 @@ func (receiver *SummaryService) GetMetricsSummary(ctx context.Context, orgID val
 	})
 
 	g.Go(func() error {
-		attributes, err := receiver.reader.GetAttributesForMetricName(ctx, metricName, nil, nil)
+		attributes, err := receiver.reader.GetAttributesForMetricName(ctx, metricName, nil, nil, nil)
 		if err != nil {
 			return err
 		}
@@ -475,7 +475,7 @@ func (receiver *SummaryService) GetInspectMetrics(ctx context.Context, params *m
 
 	// Run the two queries concurrently using the derived context.
 	g.Go(func() error {
-		attrs, apiErr := receiver.reader.GetAttributesForMetricName(egCtx, params.MetricName, &params.Start, &params.End)
+		attrs, apiErr := receiver.reader.GetAttributesForMetricName(egCtx, params.MetricName, &params.Start, &params.End, &params.Filters)
 		if apiErr != nil {
 			return apiErr
 		}
diff --git a/pkg/query-service/interfaces/interface.go b/pkg/query-service/interfaces/interface.go
index 4b3a5f24f6..55af995e67 100644
--- a/pkg/query-service/interfaces/interface.go
+++ b/pkg/query-service/interfaces/interface.go
@@ -122,7 +122,7 @@ type Reader interface {
 	GetMetricsLastReceived(ctx context.Context, metricName string) (int64, *model.ApiError)
 	GetTotalTimeSeriesForMetricName(ctx context.Context, metricName string) (uint64, *model.ApiError)
 	GetActiveTimeSeriesForMetricName(ctx context.Context, metricName string, duration time.Duration) (uint64, *model.ApiError)
-	GetAttributesForMetricName(ctx context.Context, metricName string, start, end *int64) (*[]metrics_explorer.Attribute, *model.ApiError)
+	GetAttributesForMetricName(ctx context.Context, metricName string, start, end *int64, set *v3.FilterSet) (*[]metrics_explorer.Attribute, *model.ApiError)
 
 	ListSummaryMetrics(ctx context.Context, orgID valuer.UUID, req *metrics_explorer.SummaryListMetricsRequest) (*metrics_explorer.SummaryListMetricsResponse, *model.ApiError)